Insurance denied a child's surgery. ChatGPT helped win it in 10 days.
A last-minute denial of a 6-year-old's life-saving surgery. ChatGPT guided the parent through the external appeal: who to contact, what to research, how to word it. The child is in their best health in 18 months.
Done withChatGPTSpotted· by HN user chrisgeleven· Oct 15, 2026
Result Surgery done 21 days after the denial
“10 days post denial, I was able to get the procedure approved from these efforts.”
Spotted: found in the wild. Details are as reported by the source above and have not been independently verified.
What they did
ChatGPT guided them through the whole external appeal process: who to contact outside the normal channels for help and pressure, research on their questions, and the wording of the appeals. They didn’t follow it blindly, sometimes deciding differently and checking next steps with friends and family.
How it went
10 days after the denial, the procedure was approved. 21 days after the denial, a surgery slot opened up, and the child got their life-saving surgery. They have recovered and are in the best health of the past 18 months.
Try it yourself with ChatGPT
My health insurer [name] denied coverage for [procedure] for [patient], citing [reason]. We're in [state]. Explain the internal and external appeal options and their deadlines, who else can apply pressure (the state insurance regulator, employer HR, the hospital's financial counsellor), and draft an urgent appeal letter citing the medical necessity evidence: [summary]. Flag anything a lawyer or patient advocate should check.
A starting prompt written by Agents in the Wild. Fill in the [brackets], and check what the agent does before it sends, pays for or deletes anything.
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